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DOI | 10.3390/agronomy9010032 |
Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition | |
Lu, Chuan-Pin1; Liaw, Jiun-Jian2; Wu, Tzu-Ching1; Hung, Tsung-Fu1 | |
发表日期 | 2019 |
ISSN | 2073-4395 |
卷号 | 9期号:1 |
英文摘要 | In Taiwan, mushrooms are an agricultural product with high nutritional value and economic benefit. However, global warming and climate change have affected plant quality. As a result, technological greenhouses are replacing traditional tin houses as locations for mushroom planting. These greenhouses feature several complex parameters. If we can reduce the complexity such greenhouses and improve the efficiency of their production management using intelligent schemes, technological greenhouses could become the expert assistants of farmers. In this paper, the main goal of the developed system is to measure the mushroom size and to count the amount of mushrooms. According to the results of each measurement, the growth rate of the mushrooms can be estimated. The proposed system also records the data of the mushrooms and broadcasts them to the mobile phone of the farmer. This improves the effectiveness of the production management. The proposed system is based on the convolutional neural network of deep learning, which is used to localize the mushrooms in the image. A positioning correction method is also proposed to modify the localization result. The experiments show that the proposed system has a good performance concerning the image measurement of mushrooms. |
WOS研究方向 | Agriculture ; Plant Sciences |
来源期刊 | AGRONOMY-BASEL
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文献类型 | 期刊论文 |
条目标识符 | http://gcip.llas.ac.cn/handle/2XKMVOVA/90886 |
作者单位 | 1.Meiho Univ, Dept Informat Technol, Pingtung 91202, Taiwan; 2.Chaoyang Univ Technol, Dept Informat & Commun Engn, Taichung 41349, Taiwan |
推荐引用方式 GB/T 7714 | Lu, Chuan-Pin,Liaw, Jiun-Jian,Wu, Tzu-Ching,et al. Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition[J],2019,9(1). |
APA | Lu, Chuan-Pin,Liaw, Jiun-Jian,Wu, Tzu-Ching,&Hung, Tsung-Fu.(2019).Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition.AGRONOMY-BASEL,9(1). |
MLA | Lu, Chuan-Pin,et al."Development of a Mushroom Growth Measurement System Applying Deep Learning for Image Recognition".AGRONOMY-BASEL 9.1(2019). |
条目包含的文件 | 条目无相关文件。 |
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